Generalized graph neural network-based detection of false data injection attacks in smart grids

A Takiddin, R Atat, M Ismail, O Boyaci… - … on Emerging Topics …, 2023 - ieeexplore.ieee.org
False data injection attacks (FDIAs) pose a significant threat to smart power grids. Recent
efforts have focused on developing machine learning (ML)-based defense strategies against …

Data aggregation point placement for smart meters in the smart grid

A Lang, Y Wang, C Feng, E Stai… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Smart meters (SMs) measure and transmit fine-grained electricity consumption data to the
data center at a certain high frequency (such as every 15 minutes). A data aggregation point …

Scalable route map for advanced metering infrastructure based on optimal routing of wireless heterogeneous networks

E Inga, S Cespedes, R Hincapie… - IEEE Wireless …, 2017 - ieeexplore.ieee.org
This article presents a scalable route map for the least cost deployment of wireless
heterogeneous networks that support traffic from the advance metering infrastructure (AMI) …

Cost efficient data aggregation point placement with interdependent communication and power networks in smart grid

PY Kong - IEEE transactions on smart grid, 2017 - ieeexplore.ieee.org
In a smart grid, data aggregation points (DAPs) are communication hubs between sensors,
actuators, and control center. Each DAP has a limited communication capacity and requires …

Robust graph autoencoder-based detection of false data injection attacks against data poisoning in smart grids

A Takiddin, M Ismail, R Atat, KR Davis… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Machine learning-based detection of false data injection attacks (FDIAs) in smart grids relies
on labeled measurement data for training and testing. The majority of existing detectors are …

Enhancement of advanced metering infrastructure performance using unsupervised k-means clustering algorithm

DN Molokomme, CS Chabalala, PN Bokoro - Energies, 2021 - mdpi.com
Data aggregation may be considered as the technique through which streams of data
gathered from Smart Meters (SMs) can be processed and transmitted to a Utility Control …

On the data aggregation point placement in smart meter networks

G Wang, Y Zhao, J Huang… - 2017 26th International …, 2017 - ieeexplore.ieee.org
A smart meter Neighborhood Area Network (NAN) is a significant component for smart grid.
The delay-sensitive communication in NAN, such as the interaction of power system control …

Data aggregation point placement problem in neighborhood area networks of smart grid

G Wang, Y Zhao, Y Ying, J Huang… - Mobile Networks and …, 2018 - Springer
A smart meter neighborhood area network is usually regarded as the last mile network,
which plays a significant role for communications in smart grid. A neighborhood area …

A qos-aware machine learning-based framework for ami applications in smart grids

A Khan, AI Umar, A Munir, SH Shirazi, MA Khan… - Energies, 2021 - mdpi.com
The Internet of things (IoT) enables a diverse set of applications such as distribution
automation, smart cities, wireless sensor networks, and advanced metering infrastructure …

Optimal placement of data aggregators in smart grid on hybrid wireless and wired communication

M Tavasoli, MH Yaghmaee… - 2016 IEEE Smart …, 2016 - ieeexplore.ieee.org
Advanced Metering Infrastructure (AMI) is one of the main applications of smart grids. AMI
enables the transmission of commands to smart meters, that is, a two-way communication is …